Overview

Dataset info

Number of variables130
Number of observations5000
Missing cells22003 (3.4%)
Duplicate rows0 (0.0%)
Total size in memory5.0 MiB
Average record size in memory1.0 KiB

Variables types

Numeric49
Categorical11
Boolean49
Date0
URL0
Text (Unique)1
Rejected20
Unsupported0

Warnings

address has 245 (4.9%) zeros Zeros
addresscat is highly correlated with address (ρ = 0.9235209425) Rejected
agecat is highly correlated with age (ρ = 0.9698787511) Rejected
card2spent has 179 (3.6%) zeros Zeros
card2tenure has 89 (1.8%) zeros Zeros
card2tenurecat is highly correlated with card2tenure (ρ = 0.9243911464) Rejected
cardmon has 1419 (28.4%) zeros Zeros
cardten has 1420 (28.4%) zeros Zeros
cardtenure is highly correlated with card2tenure (ρ = 0.9629752995) Rejected
cardtenurecat is highly correlated with card2tenurecat (ρ = 0.9243052909) Rejected
cars has 497 (9.9%) zeros Zeros
commutecat is highly correlated with commute (ρ = 0.981171323) Rejected
edcat is highly correlated with ed (ρ = 0.9638959094) Rejected
employ has 659 (13.2%) zeros Zeros
equipmon is highly correlated with equip (ρ = 0.9405054161) Rejected
equipten has 3296 (65.9%) zeros Zeros
hourstv has 85 (1.7%) zeros Zeros
internet has 2498 (50.0%) zeros Zeros
lncardmon is highly correlated with cardmon (ρ = 0.9168665419) Rejected
lncardten has 1422 (28.4%) missing values Missing
lnequipmon is highly correlated with equipmon (ρ = 0.9793110404) Rejected
lnequipten has 3296 (65.9%) missing values Missing
lninc is highly correlated with inccat (ρ = 0.9487921563) Rejected
lnlongten is highly correlated with lnlongmon (ρ = 0.9217106724) Rejected
lntollmon has 2622 (52.4%) missing values Missing
lntollten is highly correlated with lnlongten (ρ = 0.9313928143) Rejected
lnwiremon has 3656 (73.1%) missing values Missing
lnwireten is highly correlated with lntollten (ρ = 0.9469067536) Rejected
longten is highly correlated with longmon (ρ = 0.9856982538) Rejected
pets has 1529 (30.6%) zeros Zeros
pets_birds has 4698 (94.0%) zeros Zeros
pets_cats has 3413 (68.3%) zeros Zeros
pets_dogs has 3762 (75.2%) zeros Zeros
pets_freshfish has 3462 (69.2%) zeros Zeros
pets_reptiles has 4818 (96.4%) zeros Zeros
pets_saltfish has 4942 (98.8%) zeros Zeros
pets_small has 4749 (95.0%) zeros Zeros
spoused is highly correlated with marital (ρ = 0.9557686636) Rejected
spousedcat is highly correlated with spoused (ρ = 0.9840285958) Rejected
tenure is highly correlated with lnlongten (ρ = 0.9268535788) Rejected
tollmon is highly correlated with lntollmon (ρ = 0.937831384) Rejected
tollten has 2622 (52.4%) zeros Zeros
wiremon is highly correlated with lnwiremon (ρ = 0.9538916564) Rejected
wireten has 3656 (73.1%) zeros Zeros

Variables

active
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2670
1
2330
ValueCountFrequency (%) 
0 2670 53.4%
 
1 2330 46.6%
 

address
Numeric

Distinct count57
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean16.4024
Minimum0
Maximum57
Zeros (%)4.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
Median14
Q325
95-th percentile40
Maximum57
Range57
Interquartile range19

Descriptive statistics

Standard deviation12.39748417
Coef of variation0.755833547
Kurtosis-0.2296738333
Mean16.4024
MAD10.22343872
Skewness0.7065456231
Sum82012
Variance153.6976138
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 8.5 18.5 25.5 32.5 40.5 48.5 53.5 57. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 245 4.9%
 
2 196 3.9%
 
4 195 3.9%
 
5 177 3.5%
 
3 172 3.4%
 
1 169 3.4%
 
8 169 3.4%
 
7 166 3.3%
 
12 166 3.3%
 
6 163 3.3%
 
Other values (47) 3182 63.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 245 4.9%
 
1 169 3.4%
 
2 196 3.9%
 
3 172 3.4%
 
4 195 3.9%
 

Maximum 5 values

ValueCountFrequency (%) 
57 3 0.1%
 
55 5 0.1%
 
54 1 < 0.1%
 
53 6 0.1%
 
52 7 0.1%
 

addresscat
Highly correlated

This variable is highly correlated with address and should be ignored for analysis

Correlation0.9235209425

age
Numeric

Distinct count62
Unique (%)1.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean47.0256
Minimum18
Maximum79
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum18
5-th percentile20
Q131
Median47
Q362
95-th percentile76
Maximum79
Range61
Interquartile range31

Descriptive statistics

Standard deviation17.77033769
Coef of variation0.3778864638
Kurtosis-1.187029996
Mean47.0256
MAD15.402768
Skewness0.09076008705
Sum235128
Variance315.7849016
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[18. 18.5 37.5 69.5 78.5 79. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
18 106 2.1%
 
35 102 2.0%
 
37 98 2.0%
 
24 97 1.9%
 
21 95 1.9%
 
63 95 1.9%
 
31 94 1.9%
 
57 93 1.9%
 
25 93 1.9%
 
36 92 1.8%
 
Other values (52) 4035 80.7%
 

Minimum 5 values

ValueCountFrequency (%) 
18 106 2.1%
 
19 78 1.6%
 
20 80 1.6%
 
21 95 1.9%
 
22 82 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
79 73 1.5%
 
78 70 1.4%
 
77 71 1.4%
 
76 58 1.2%
 
75 74 1.5%
 

agecat
Highly correlated

This variable is highly correlated with age and should be ignored for analysis

Correlation0.9698787511

bfast
Categorical

Distinct count3
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
3
1875
1
1582
2
1543
ValueCountFrequency (%) 
3 1875 37.5%
 
1 1582 31.6%
 
2 1543 30.9%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

birthmonth
Categorical

Distinct count12
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
September
 
458
May
 
451
June
 
420
Other values (9)
3671
ValueCountFrequency (%) 
September 458 9.2%
 
May 451 9.0%
 
June 420 8.4%
 
January 420 8.4%
 
February 418 8.4%
 
March 416 8.3%
 
July 413 8.3%
 
October 410 8.2%
 
August 406 8.1%
 
November 399 8.0%
 
Other values (2) 789 15.8%
 
Max length9
Mean length6.1616
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

callcard
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
3581
0
1419
ValueCountFrequency (%) 
1 3581 71.6%
 
0 1419 28.4%
 

callid
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2624
1
2376
ValueCountFrequency (%) 
0 2624 52.5%
 
1 2376 47.5%
 

callwait
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2605
1
2395
ValueCountFrequency (%) 
0 2605 52.1%
 
1 2395 47.9%
 

carbought
Categorical

Distinct count3
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
2901
1
1602
-1
 
497
ValueCountFrequency (%) 
0 2901 58.0%
 
1 1602 32.0%
 
-1 497 9.9%
 
Max length2
Mean length1.0994
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

carbuy
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3195
1
1805
ValueCountFrequency (%) 
0 3195 63.9%
 
1 1805 36.1%
 

carcatvalue
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
1
2399
2
1267
3
837
ValueCountFrequency (%) 
1 2399 48.0%
 
2 1267 25.3%
 
3 837 16.7%
 
-1 497 9.9%
 
Max length2
Mean length1.0994
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

card
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.7142
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.184904705
Coef of variation0.4365576247
Kurtosis-1.111220712
Mean2.7142
MAD1.03232344
Skewness0.01533298718
Sum13571
Variance1.40399916
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 1344 26.9%
 
2 1247 24.9%
 
3 1200 24.0%
 
1 986 19.7%
 
5 223 4.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 986 19.7%
 
2 1247 24.9%
 
3 1200 24.0%
 
4 1344 26.9%
 
5 223 4.5%
 

Maximum 5 values

ValueCountFrequency (%) 
5 223 4.5%
 
4 1344 26.9%
 
3 1200 24.0%
 
2 1247 24.9%
 
1 986 19.7%
 

card2
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.7744
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.173447926
Coef of variation0.4229555675
Kurtosis-0.9179101004
Mean2.7744
MAD0.9913888
Skewness0.08473611575
Sum13872
Variance1.376980036
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1384 27.7%
 
2 1301 26.0%
 
4 1141 22.8%
 
1 829 16.6%
 
5 345 6.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 829 16.6%
 
2 1301 26.0%
 
3 1384 27.7%
 
4 1141 22.8%
 
5 345 6.9%
 

Maximum 5 values

ValueCountFrequency (%) 
5 345 6.9%
 
4 1141 22.8%
 
3 1384 27.7%
 
2 1301 26.0%
 
1 829 16.6%
 

card2benefit
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
4
1294
3
1286
2
1216
ValueCountFrequency (%) 
4 1294 25.9%
 
3 1286 25.7%
 
2 1216 24.3%
 
1 1204 24.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

card2fee
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4064
1
936
ValueCountFrequency (%) 
0 4064 81.3%
 
1 936 18.7%
 

card2spent
Numeric

Distinct count4477
Unique (%)89.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean160.87611
Minimum0
Maximum2069.25
Zeros (%)3.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile14.8195
Q166.9675
Median125.34
Q3208.31
95-th percentile419.447
Maximum2069.25
Range2069.25
Interquartile range141.3425

Descriptive statistics

Standard deviation146.2927708
Coef of variation0.9093504981
Kurtosis15.73624878
Mean160.87611
MAD100.4445355
Skewness2.801163009
Sum804380.55
Variance21401.57478
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 3.05 6.32 11.83 50.2 ... 495.305 637.99 799.44 1296.065 2069.25 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 179 3.6%
 
63.69 3 0.1%
 
92.92 3 0.1%
 
175.75 3 0.1%
 
97.87 3 0.1%
 
112.88 3 0.1%
 
128.54 3 0.1%
 
159.1 3 0.1%
 
38.41 3 0.1%
 
128.35 3 0.1%
 
Other values (4467) 4794 95.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 179 3.6%
 
6.1 1 < 0.1%
 
6.54 1 < 0.1%
 
6.86 1 < 0.1%
 
7.14 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2069.25 1 < 0.1%
 
1611.35 1 < 0.1%
 
1309.37 1 < 0.1%
 
1282.76 1 < 0.1%
 
1277.68 1 < 0.1%
 

card2tenure
Numeric

Distinct count31
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean13.0844
Minimum0
Maximum30
Zeros (%)1.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q15
Median12
Q321
95-th percentile29
Maximum30
Range30
Interquartile range16

Descriptive statistics

Standard deviation9.119402905
Coef of variation0.696967603
Kurtosis-1.133717358
Mean13.0844
MAD7.894084
Skewness0.3516751981
Sum65422
Variance83.16350934
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=31)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 4.5 10.5 17.5 27.5 29.5 30. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 304 6.1%
 
1 276 5.5%
 
3 259 5.2%
 
4 250 5.0%
 
6 208 4.2%
 
5 206 4.1%
 
7 200 4.0%
 
10 181 3.6%
 
30 178 3.6%
 
8 177 3.5%
 
Other values (21) 2761 55.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 89 1.8%
 
1 276 5.5%
 
2 304 6.1%
 
3 259 5.2%
 
4 250 5.0%
 

Maximum 5 values

ValueCountFrequency (%) 
30 178 3.6%
 
29 156 3.1%
 
28 137 2.7%
 
27 100 2.0%
 
26 120 2.4%
 

card2tenurecat
Highly correlated

This variable is highly correlated with card2tenure and should be ignored for analysis

Correlation0.9243911464

card2type
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
4
1319
3
1257
2
1235
ValueCountFrequency (%) 
4 1319 26.4%
 
3 1257 25.1%
 
2 1235 24.7%
 
1 1189 23.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

cardbenefit
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
3
1274
4
1250
1
1245
ValueCountFrequency (%) 
3 1274 25.5%
 
4 1250 25.0%
 
1 1245 24.9%
 
2 1231 24.6%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

cardfee
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4051
1
949
ValueCountFrequency (%) 
0 4051 81.0%
 
1 949 19.0%
 

cardmon
Numeric

Distinct count271
Unique (%)5.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean15.44385
Minimum0
Maximum188.5
Zeros (%)28.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median13.75
Q322.75
95-th percentile42
Maximum188.5
Range188.5
Interquartile range22.75

Descriptive statistics

Standard deviation15.00756909
Coef of variation0.9717505087
Kurtosis7.167082585
Mean15.44385
MAD11.2445612
Skewness1.687652851
Sum77219.25
Variance225.2271301
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 1.625 3.875 5.125 7.125 ... 47.625 56.125 66. 103.25 188.5 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1419 28.4%
 
13.25 53 1.1%
 
11.5 52 1.0%
 
16.5 49 1.0%
 
16.25 49 1.0%
 
13.75 47 0.9%
 
18.25 45 0.9%
 
13.5 45 0.9%
 
14.25 44 0.9%
 
15 44 0.9%
 
Other values (261) 3153 63.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1419 28.4%
 
3.25 1 < 0.1%
 
3.75 1 < 0.1%
 
4 3 0.1%
 
4.25 9 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
188.5 1 < 0.1%
 
138.25 1 < 0.1%
 
104.5 1 < 0.1%
 
102 1 < 0.1%
 
100.25 1 < 0.1%
 

cardspent
Numeric

Distinct count4760
Unique (%)95.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean337.20252
Minimum0
Maximum3926.41
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile91.3045
Q1183.3775
Median276.36
Q3418.5375
95-th percentile782.3155
Maximum3926.41
Range3926.41
Interquartile range235.16

Descriptive statistics

Standard deviation245.1450683
Coef of variation0.7269965488
Kurtosis21.43959666
Mean337.20252
MAD167.7864159
Skewness3.051236651
Sum1686012.6
Variance60096.10451
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 50.285 108.415 306.005 378.11 ... 894.465 1134.495 1340.075 1939.025 3926.41 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7 0.1%
 
186.91 4 0.1%
 
245.84 3 0.1%
 
321.19 3 0.1%
 
231.14 3 0.1%
 
202.31 3 0.1%
 
237.16 3 0.1%
 
412.99 3 0.1%
 
122.54 3 0.1%
 
249 3 0.1%
 
Other values (4750) 4965 99.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7 0.1%
 
6.97 1 < 0.1%
 
7.34 1 < 0.1%
 
7.53 1 < 0.1%
 
8.11 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3926.41 1 < 0.1%
 
3104.63 1 < 0.1%
 
2969.39 1 < 0.1%
 
2503.25 1 < 0.1%
 
2461.03 1 < 0.1%
 

cardten
Numeric

Distinct count698
Unique (%)14.0%
Missing (%)< 0.1%
Missing (n)2
Infinite (%)0.0%
Infinite (n)0
Mean720.4783914
Minimum0
Maximum13705
Zeros (%)28.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median425
Q31080
95-th percentile2455.75
Maximum13705
Range13705
Interquartile range1080

Descriptive statistics

Standard deviation922.2255266
Coef of variation1.280018301
Kurtosis15.16275134
Mean720.4783914
MAD667.3656836
Skewness2.645855077
Sum3600951
Variance850499.9219
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 1420 28.4%
 
590 21 0.4%
 
200 20 0.4%
 
380 20 0.4%
 
45 19 0.4%
 
195 19 0.4%
 
500 19 0.4%
 
330 18 0.4%
 
220 18 0.4%
 
435 18 0.4%
 
Other values (687) 3406 68.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1420 28.4%
 
4.75 1 < 0.1%
 
5 17 0.3%
 
5.25 1 < 0.1%
 
7.75 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
13705 1 < 0.1%
 
9920 1 < 0.1%
 
7310 1 < 0.1%
 
7115 1 < 0.1%
 
6440 1 < 0.1%
 

cardtenure
Highly correlated

This variable is highly correlated with card2tenure and should be ignored for analysis

Correlation0.9629752995

cardtenurecat
Highly correlated

This variable is highly correlated with card2tenurecat and should be ignored for analysis

Correlation0.9243052909

cardtype
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
4
1260
3
1257
1
1242
ValueCountFrequency (%) 
4 1260 25.2%
 
3 1257 25.1%
 
1 1242 24.8%
 
2 1241 24.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

carown
Categorical

Distinct count3
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
1
3704
0
799
-1
 
497
ValueCountFrequency (%) 
1 3704 74.1%
 
0 799 16.0%
 
-1 497 9.9%
 
Max length2
Mean length1.0994
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

cars
Numeric

Distinct count9
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.1306
Minimum0
Maximum8
Zeros (%)9.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median2
Q33
95-th percentile4
Maximum8
Range8
Interquartile range2

Descriptive statistics

Standard deviation1.307472958
Coef of variation0.6136642065
Kurtosis0.3283876837
Mean2.1306
MAD1.01356952
Skewness0.5017223598
Sum10653
Variance1.709485537
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5.5 6.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1607 32.1%
 
1 1119 22.4%
 
3 1082 21.6%
 
0 497 9.9%
 
4 481 9.6%
 
5 149 3.0%
 
6 51 1.0%
 
7 13 0.3%
 
8 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 497 9.9%
 
1 1119 22.4%
 
2 1607 32.1%
 
3 1082 21.6%
 
4 481 9.6%
 

Maximum 5 values

ValueCountFrequency (%) 
8 1 < 0.1%
 
7 13 0.3%
 
6 51 1.0%
 
5 149 3.0%
 
4 481 9.6%
 

cartype
Categorical

Distinct count3
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
2287
1
2216
-1
497
ValueCountFrequency (%) 
0 2287 45.7%
 
1 2216 44.3%
 
-1 497 9.9%
 
Max length2
Mean length1.0994
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

carvalue
Numeric

Distinct count801
Unique (%)16.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean23.23258
Minimum-1
Maximum99.6
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1
5-th percentile-1
Q19.2
Median17
Q331.1
95-th percentile72
Maximum99.6
Range100.6
Interquartile range21.9

Descriptive statistics

Standard deviation21.2316367
Coef of variation0.9138733925
Kurtosis1.951706615
Mean23.23258
MAD15.90401841
Skewness1.474026141
Sum116162.9
Variance450.782397
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1. 0.6 2.25 3.35 4.15 ... 29.15 41.25 56.75 95.65 99.6 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 497 9.9%
 
9.8 25 0.5%
 
13.5 24 0.5%
 
6.3 24 0.5%
 
10.2 23 0.5%
 
13 23 0.5%
 
11.4 22 0.4%
 
9.1 22 0.4%
 
9.2 22 0.4%
 
9.9 22 0.4%
 
Other values (791) 4296 85.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-1 497 9.9%
 
2.2 1 < 0.1%
 
2.3 1 < 0.1%
 
2.4 1 < 0.1%
 
2.5 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
99.6 1 < 0.1%
 
99.2 1 < 0.1%
 
98.8 1 < 0.1%
 
98.5 4 0.1%
 
98.2 1 < 0.1%
 

churn
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3734
1
1266
ValueCountFrequency (%) 
0 3734 74.7%
 
1 1266 25.3%
 

commute
Numeric

Distinct count10
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.9962
Minimum1
Maximum10
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median1
Q34
95-th percentile8
Maximum10
Range9
Interquartile range3

Descriptive statistics

Standard deviation2.743517986
Coef of variation0.9156658386
Kurtosis-0.04557220383
Mean2.9962
MAD2.2995844
Skewness1.127698726
Sum14981
Variance7.526890938
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 5.5 7.5 8.5 9.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2855 57.1%
 
4 635 12.7%
 
8 585 11.7%
 
5 302 6.0%
 
3 295 5.9%
 
10 153 3.1%
 
7 56 1.1%
 
2 50 1.0%
 
6 44 0.9%
 
9 25 0.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2855 57.1%
 
2 50 1.0%
 
3 295 5.9%
 
4 635 12.7%
 
5 302 6.0%
 

Maximum 5 values

ValueCountFrequency (%) 
10 153 3.1%
 
9 25 0.5%
 
8 585 11.7%
 
7 56 1.1%
 
6 44 0.9%
 

commutebike
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4383
1
 
617
ValueCountFrequency (%) 
0 4383 87.7%
 
1 617 12.3%
 

commutebus
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2970
1
2030
ValueCountFrequency (%) 
0 2970 59.4%
 
1 2030 40.6%
 

commutecar
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
3395
0
1605
ValueCountFrequency (%) 
1 3395 67.9%
 
0 1605 32.1%
 

commutecarpool
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3641
1
1359
ValueCountFrequency (%) 
0 3641 72.8%
 
1 1359 27.2%
 

commutecat
Highly correlated

This variable is highly correlated with commute and should be ignored for analysis

Correlation0.981171323

commutemotorcycle
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4487
1
 
513
ValueCountFrequency (%) 
0 4487 89.7%
 
1 513 10.3%
 

commutenonmotor
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4708
1
 
292
ValueCountFrequency (%) 
0 4708 94.2%
 
1 292 5.8%
 

commutepublic
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4523
1
 
477
ValueCountFrequency (%) 
0 4523 90.5%
 
1 477 9.5%
 

commuterail
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3627
1
1373
ValueCountFrequency (%) 
0 3627 72.5%
 
1 1373 27.5%
 

commutetime
Numeric

Distinct count42
Unique (%)0.8%
Missing (%)< 0.1%
Missing (n)2
Infinite (%)0.0%
Infinite (n)0
Mean25.34553822
Minimum8
Maximum48
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum8
5-th percentile16
Q121
Median25
Q329
95-th percentile35
Maximum48
Range40
Interquartile range8

Descriptive statistics

Standard deviation5.879148725
Coef of variation0.2319599085
Kurtosis0.1348687314
Mean25.34553822
MAD4.689455214
Skewness0.2902796332
Sum126677
Variance34.56438973
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=42)
ValueCountFrequency (%) 
24 336 6.7%
 
23 335 6.7%
 
27 331 6.6%
 
25 330 6.6%
 
22 325 6.5%
 
26 311 6.2%
 
21 307 6.1%
 
28 293 5.9%
 
29 260 5.2%
 
30 226 4.5%
 
Other values (31) 1944 38.9%
 

Minimum 5 values

ValueCountFrequency (%) 
8 1 < 0.1%
 
9 6 0.1%
 
10 4 0.1%
 
11 9 0.2%
 
12 22 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
48 1 < 0.1%
 
47 1 < 0.1%
 
46 6 0.1%
 
45 4 0.1%
 
44 4 0.1%
 

commutewalk
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3081
1
1919
ValueCountFrequency (%) 
0 3081 61.6%
 
1 1919 38.4%
 

confer
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2610
1
2390
ValueCountFrequency (%) 
0 2610 52.2%
 
1 2390 47.8%
 

creddebt
Numeric

Distinct count4950
Unique (%)99.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.857325646
Minimum0
Maximum109.072596
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.101088
Q10.3855195
Median0.926437
Q32.06382
95-th percentile6.3730104
Maximum109.072596
Range109.072596
Interquartile range1.6783005

Descriptive statistics

Standard deviation3.41573197
Coef of variation1.839059283
Kurtosis248.5334273
Mean1.857325646
MAD1.669040643
Skewness11.12004134
Sum9286.628229
Variance11.66722489
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.96480000e-02 4.81550000e-01 8.24674500e-01 1.10591150e+00 ... 6.10431900e+00 9.96463000e+00 1.69811400e+01 3.49856660e+01 1.09072596e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.272 2 < 0.1%
 
0.235872 2 < 0.1%
 
0.17172 2 < 0.1%
 
0.316008 2 < 0.1%
 
1.6744 2 < 0.1%
 
1.254 2 < 0.1%
 
0.658368 2 < 0.1%
 
0.129778 2 < 0.1%
 
0.49842 2 < 0.1%
 
0.66528 2 < 0.1%
 
Other values (4940) 4980 99.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.001364 1 < 0.1%
 
0.00341 1 < 0.1%
 
0.00494 1 < 0.1%
 
0.006344 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
109.072596 1 < 0.1%
 
67.49085 1 < 0.1%
 
48.704524 1 < 0.1%
 
44.24556 1 < 0.1%
 
42.0985 1 < 0.1%
 

custid
Categorical, Unique

First 5 values
0002-GTOKLU-YVY
0003-RLTRGE-IW2
0003-UTGKPR-PRU
0008-ZIQQOT-SGB
0012-CIVYLF-839
Last 5 values
9991-FCIBKT-W29
9992-FSFJPL-5D6
9997-QIXKNU-54A
9998-ZGHXLK-EOT
9999-EGLHVE-19G

First 5 values

ValueCountFrequency (%) 
0002-GTOKLU-YVY 1 < 0.1%
 
0003-RLTRGE-IW2 1 < 0.1%
 
0003-UTGKPR-PRU 1 < 0.1%
 
0008-ZIQQOT-SGB 1 < 0.1%
 
0012-CIVYLF-839 1 < 0.1%
 

Last 5 values

ValueCountFrequency (%) 
9999-EGLHVE-19G 1 < 0.1%
 
9998-ZGHXLK-EOT 1 < 0.1%
 
9997-QIXKNU-54A 1 < 0.1%
 
9992-FSFJPL-5D6 1 < 0.1%
 
9991-FCIBKT-W29 1 < 0.1%
 

debtinc
Numeric

Distinct count325
Unique (%)6.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.95416
Minimum0
Maximum43.1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1.9
Q15.1
Median8.8
Q313.6
95-th percentile22.2
Maximum43.1
Range43.1
Interquartile range8.5

Descriptive statistics

Standard deviation6.399783288
Coef of variation0.6429254993
Kurtosis1.37645844
Mean9.95416
MAD5.021084064
Skewness1.061933558
Sum49770.8
Variance40.95722614
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.45 1.05 1.95 4.05 ... 22.15 24.85 29.35 37.85 43.1 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7 48 1.0%
 
6.9 46 0.9%
 
4.1 46 0.9%
 
5.4 45 0.9%
 
4.4 42 0.8%
 
6.6 42 0.8%
 
7.3 41 0.8%
 
5.9 39 0.8%
 
11.3 39 0.8%
 
5.5 38 0.8%
 
Other values (315) 4574 91.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.1 6 0.1%
 
0.2 2 < 0.1%
 
0.3 5 0.1%
 
0.4 6 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
43.1 1 < 0.1%
 
41.7 1 < 0.1%
 
41 1 < 0.1%
 
40.7 1 < 0.1%
 
38.2 1 < 0.1%
 

default
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3829
1
1171
ValueCountFrequency (%) 
0 3829 76.6%
 
1 1171 23.4%
 

ebill
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3257
1
1743
ValueCountFrequency (%) 
0 3257 65.1%
 
1 1743 34.9%
 

ed
Numeric

Distinct count18
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14.543
Minimum6
Maximum23
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6
5-th percentile9
Q112
Median14
Q317
95-th percentile20
Maximum23
Range17
Interquartile range5

Descriptive statistics

Standard deviation3.281082763
Coef of variation0.2256125121
Kurtosis-0.6070629191
Mean14.543
MAD2.7074236
Skewness0.003733520921
Sum72715
Variance10.7655041
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=18)
Histogram
Histogram with variable size bins (bins=[ 6. 7.5 8.5 9.5 10.5 ... 19.5 20.5 21.5 22.5 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
14 569 11.4%
 
15 536 10.7%
 
13 531 10.6%
 
16 486 9.7%
 
12 467 9.3%
 
17 454 9.1%
 
11 362 7.2%
 
18 349 7.0%
 
19 308 6.2%
 
10 260 5.2%
 
Other values (8) 678 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
6 8 0.2%
 
7 31 0.6%
 
8 107 2.1%
 
9 178 3.6%
 
10 260 5.2%
 

Maximum 5 values

ValueCountFrequency (%) 
23 4 0.1%
 
22 33 0.7%
 
21 111 2.2%
 
20 206 4.1%
 
19 308 6.2%
 

edcat
Highly correlated

This variable is highly correlated with ed and should be ignored for analysis

Correlation0.9638959094

empcat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.9326
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.453299575
Coef of variation0.4955669288
Kurtosis-1.335449666
Mean2.9326
MAD1.25033312
Skewness0.1513485346
Sum14663
Variance2.112079656
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
2 1180 23.6%
 
5 1135 22.7%
 
1 1048 21.0%
 
3 968 19.4%
 
4 669 13.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1048 21.0%
 
2 1180 23.6%
 
3 968 19.4%
 
4 669 13.4%
 
5 1135 22.7%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1135 22.7%
 
4 669 13.4%
 
3 968 19.4%
 
2 1180 23.6%
 
1 1048 21.0%
 

employ
Numeric

Distinct count52
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.7304
Minimum0
Maximum52
Zeros (%)13.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
Median7
Q315
95-th percentile31
Maximum52
Range52
Interquartile range13

Descriptive statistics

Standard deviation9.690928679
Coef of variation0.9959435048
Kurtosis1.052865428
Mean9.7304
MAD7.66462912
Skewness1.251917702
Sum48652
Variance93.91409866
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 6.5 ... 20.5 31.5 39.5 45.5 52. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 659 13.2%
 
1 389 7.8%
 
2 318 6.4%
 
3 309 6.2%
 
4 293 5.9%
 
5 260 5.2%
 
6 250 5.0%
 
7 191 3.8%
 
8 187 3.7%
 
11 184 3.7%
 
Other values (42) 1960 39.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 659 13.2%
 
1 389 7.8%
 
2 318 6.4%
 
3 309 6.2%
 
4 293 5.9%
 

Maximum 5 values

ValueCountFrequency (%) 
52 1 < 0.1%
 
51 1 < 0.1%
 
49 1 < 0.1%
 
48 1 < 0.1%
 
47 1 < 0.1%
 

equip
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3296
1
1704
ValueCountFrequency (%) 
0 3296 65.9%
 
1 1704 34.1%
 

equipmon
Highly correlated

This variable is highly correlated with equip and should be ignored for analysis

Correlation0.9405054161

equipten
Numeric

Distinct count1683
Unique (%)33.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean470.1764
Minimum0
Maximum6525.3
Zeros (%)65.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3510.1625
95-th percentile2600.99
Maximum6525.3
Range6525.3
Interquartile range510.1625

Descriptive statistics

Standard deviation912.2206241
Coef of variation1.940166763
Kurtosis4.786260303
Mean470.1764
MAD664.550161
Skewness2.21494878
Sum2350882
Variance832146.4671
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 6.025000e+00 1.945000e+01 4.312500e+01 2.266250e+02 ... 1.793300e+03 2.797800e+03 3.702625e+03 4.747450e+03 6.525300e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3296 65.9%
 
1259.35 2 < 0.1%
 
446.45 2 < 0.1%
 
1918.8 2 < 0.1%
 
824.3 2 < 0.1%
 
2778.3 2 < 0.1%
 
723.2 2 < 0.1%
 
163.4 2 < 0.1%
 
206.7 2 < 0.1%
 
224.7 2 < 0.1%
 
Other values (1673) 1686 33.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3296 65.9%
 
12.05 1 < 0.1%
 
14.65 1 < 0.1%
 
14.85 1 < 0.1%
 
16.1 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6525.3 1 < 0.1%
 
6158.95 1 < 0.1%
 
6014.7 1 < 0.1%
 
5996.85 1 < 0.1%
 
5174.45 1 < 0.1%
 

forward
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2597
1
2403
ValueCountFrequency (%) 
0 2597 51.9%
 
1 2403 48.1%
 

gender
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
2518
0
2482
ValueCountFrequency (%) 
1 2518 50.4%
 
0 2482 49.6%
 

homeown
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
3148
0
1852
ValueCountFrequency (%) 
1 3148 63.0%
 
0 1852 37.0%
 

hometype
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
1
2265
2
1548
3
896
ValueCountFrequency (%) 
1 2265 45.3%
 
2 1548 31.0%
 
3 896 17.9%
 
4 291 5.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

hourstv
Numeric

Distinct count32
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean19.645
Minimum0
Maximum36
Zeros (%)1.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile12
Q117
Median20
Q323
95-th percentile28
Maximum36
Range36
Interquartile range6

Descriptive statistics

Standard deviation5.165608551
Coef of variation0.2629477501
Kurtosis2.348421771
Mean19.645
MAD3.862194
Skewness-0.6447121586
Sum98225
Variance26.6835117
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=32)
Histogram
Histogram with variable size bins (bins=[ 0. 3. 7.5 9.5 11.5 ... 25.5 27.5 29.5 31.5 36. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20 451 9.0%
 
19 445 8.9%
 
21 440 8.8%
 
18 413 8.3%
 
22 371 7.4%
 
17 350 7.0%
 
16 309 6.2%
 
23 301 6.0%
 
15 263 5.3%
 
24 248 5.0%
 
Other values (22) 1409 28.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 85 1.7%
 
6 1 < 0.1%
 
7 3 0.1%
 
8 9 0.2%
 
9 13 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
36 3 0.1%
 
35 6 0.1%
 
34 9 0.2%
 
33 8 0.2%
 
32 10 0.2%
 

inccat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.3922
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q33
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.221260601
Coef of variation0.5105177665
Kurtosis-0.5478133878
Mean2.3922
MAD1.02256376
Skewness0.6595016048
Sum11961
Variance1.491477455
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1797 35.9%
 
1 1330 26.6%
 
3 839 16.8%
 
4 650 13.0%
 
5 384 7.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1330 26.6%
 
2 1797 35.9%
 
3 839 16.8%
 
4 650 13.0%
 
5 384 7.7%
 

Maximum 5 values

ValueCountFrequency (%) 
5 384 7.7%
 
4 650 13.0%
 
3 839 16.8%
 
2 1797 35.9%
 
1 1330 26.6%
 

income
Numeric

Distinct count266
Unique (%)5.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean54.7596
Minimum9
Maximum1073
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum9
5-th percentile13
Q124
Median38
Q367
95-th percentile147
Maximum1073
Range1064
Interquartile range43

Descriptive statistics

Standard deviation55.37751115
Coef of variation1.01128407
Kurtosis57.07703653
Mean54.7596
MAD34.06261792
Skewness5.179216362
Sum273798
Variance3066.668742
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 9. 9.5 14.5 35.5 46.5 ... 150.5 198. 302. 430.5 1073. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
22 112 2.2%
 
29 109 2.2%
 
25 108 2.2%
 
20 102 2.0%
 
30 102 2.0%
 
18 100 2.0%
 
23 100 2.0%
 
24 99 2.0%
 
32 93 1.9%
 
16 91 1.8%
 
Other values (256) 3984 79.7%
 

Minimum 5 values

ValueCountFrequency (%) 
9 83 1.7%
 
10 55 1.1%
 
11 57 1.1%
 
12 52 1.0%
 
13 56 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1073 1 < 0.1%
 
995 1 < 0.1%
 
780 1 < 0.1%
 
642 1 < 0.1%
 
575 1 < 0.1%
 

internet
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.1996
Minimum0
Maximum4
Zeros (%)50.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q32
95-th percentile4
Maximum4
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.449337765
Coef of variation1.208184199
Kurtosis-0.8385647798
Mean1.1996
MAD1.26043648
Skewness0.8084050647
Sum5998
Variance2.100579956
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2498 50.0%
 
1 774 15.5%
 
3 598 12.0%
 
4 585 11.7%
 
2 545 10.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2498 50.0%
 
1 774 15.5%
 
2 545 10.9%
 
3 598 12.0%
 
4 585 11.7%
 

Maximum 5 values

ValueCountFrequency (%) 
4 585 11.7%
 
3 598 12.0%
 
2 545 10.9%
 
1 774 15.5%
 
0 2498 50.0%
 

jobcat
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.7528
Minimum1
Maximum6
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q34
95-th percentile6
Maximum6
Range5
Interquartile range3

Descriptive statistics

Standard deviation1.737899945
Coef of variation0.631320817
Kurtosis-0.7587698514
Mean2.7528
MAD1.46699136
Skewness0.7980652472
Sum13764
Variance3.020296219
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
2 1640 32.8%
 
1 1388 27.8%
 
6 688 13.8%
 
3 620 12.4%
 
5 452 9.0%
 
4 212 4.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1388 27.8%
 
2 1640 32.8%
 
3 620 12.4%
 
4 212 4.2%
 
5 452 9.0%
 

Maximum 5 values

ValueCountFrequency (%) 
6 688 13.8%
 
5 452 9.0%
 
4 212 4.2%
 
3 620 12.4%
 
2 1640 32.8%
 

jobsat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.9642
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.37945603
Coef of variation0.4653721174
Kurtosis-1.236731377
Mean2.9642
MAD1.16367408
Skewness0.02675024957
Sum14821
Variance1.90289894
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1085 21.7%
 
2 1031 20.6%
 
4 1016 20.3%
 
1 975 19.5%
 
5 893 17.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 975 19.5%
 
2 1031 20.6%
 
3 1085 21.7%
 
4 1016 20.3%
 
5 893 17.9%
 

Maximum 5 values

ValueCountFrequency (%) 
5 893 17.9%
 
4 1016 20.3%
 
3 1085 21.7%
 
2 1031 20.6%
 
1 975 19.5%
 

lncardmon
Highly correlated

This variable is highly correlated with cardmon and should be ignored for analysis

Correlation0.9168665419

lncardten
Numeric

Distinct count697
Unique (%)13.9%
Missing (%)28.4%
Missing (n)1422
Infinite (%)0.0%
Infinite (n)0
Mean6.42630873
Minimum1.558144618
Maximum9.525516009
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1.558144618
5-th percentile4.094344562
Q15.857933154
Median6.639875834
Q37.218909708
95-th percentile7.923257452
Maximum9.525516009
Range7.967371391
Interquartile range1.360976553

Descriptive statistics

Standard deviation1.172049668
Coef of variation0.1823830316
Kurtosis2.026584691
Mean6.42630873
MAD0.8842663989
Skewness-1.171372066
Sum22993.33264
Variance1.373700425
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
6.380122537 21 0.4%
 
5.940171253 20 0.4%
 
5.298317367 20 0.4%
 
3.80666249 19 0.4%
 
5.272999559 19 0.4%
 
6.214608098 19 0.4%
 
6.075346031 18 0.4%
 
5.686975356 18 0.4%
 
5.799092654 18 0.4%
 
5.393627546 18 0.4%
 
Other values (686) 3388 67.8%
 
(Missing) 1422 28.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1.558144618 1 < 0.1%
 
1.609437912 17 0.3%
 
1.658228077 1 < 0.1%
 
2.047692843 1 < 0.1%
 
2.079441542 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
9.525516009 1 < 0.1%
 
9.2023082 1 < 0.1%
 
8.896998553 1 < 0.1%
 
8.869960511 1 < 0.1%
 
8.770283819 1 < 0.1%
 

lncreddebt
Numeric

Distinct count4942
Unique (%)98.8%
Missing (%)< 0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean-0.1304535217
Minimum-6.59733372
Maximum4.692013679
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-6.59733372
5-th percentile-2.291603612
Q1-0.9526851128
Median-0.07610596682
Q30.7246652046
95-th percentile1.852297333
Maximum4.692013679
Range11.2893474
Interquartile range1.677350317

Descriptive statistics

Standard deviation1.273058389
Coef of variation-9.758712315
Kurtosis0.4926200073
Mean-0.1304535217
MAD0.9985671867
Skewness-0.2950873094
Sum-652.1371549
Variance1.620677661
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.2263384422 2 < 0.1%
 
-0.5028574541 2 < 0.1%
 
-0.981229333 2 < 0.1%
 
-1.761890036 2 < 0.1%
 
-0.12284583 2 < 0.1%
 
-0.9930637907 2 < 0.1%
 
-1.151987749 2 < 0.1%
 
0.0174469136 2 < 0.1%
 
-2.041929981 2 < 0.1%
 
-1.444465994 2 < 0.1%
 
Other values (4931) 4979 99.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-6.59733372 1 < 0.1%
 
-5.681042988 1 < 0.1%
 
-5.310389948 1 < 0.1%
 
-5.060245795 1 < 0.1%
 
-4.944145553 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4.692013679 1 < 0.1%
 
4.211992033 1 < 0.1%
 
3.885771921 1 < 0.1%
 
3.789755027 1 < 0.1%
 
3.740012111 1 < 0.1%
 

lnequipmon
Highly correlated

This variable is highly correlated with equipmon and should be ignored for analysis

Correlation0.9793110404

lnequipten
Numeric

Distinct count1683
Unique (%)33.7%
Missing (%)65.9%
Missing (n)3296
Infinite (%)0.0%
Infinite (n)0
Mean6.747296394
Minimum2.48906466
Maximum8.783442208
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.48906466
5-th percentile4.251229863
Q16.171570108
Median7.050556063
Q37.649835304
95-th percentile8.117630841
Maximum8.783442208
Range6.294377548
Interquartile range1.478265196

Descriptive statistics

Standard deviation1.19923353
Coef of variation0.1777354158
Kurtosis0.8131512613
Mean6.747296394
MAD0.9415741024
Skewness-1.106618609
Sum11497.39306
Variance1.43816106
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7.138350994 2 < 0.1%
 
3.701301974 2 < 0.1%
 
7.55945527 2 < 0.1%
 
7.929594509 2 < 0.1%
 
6.550651672 2 < 0.1%
 
6.350623902 2 < 0.1%
 
6.616466711 2 < 0.1%
 
7.765526671 2 < 0.1%
 
6.714534541 2 < 0.1%
 
5.033700567 2 < 0.1%
 
Other values (1672) 1684 33.7%
 
(Missing) 3296 65.9%
 

Minimum 5 values

ValueCountFrequency (%) 
2.48906466 1 < 0.1%
 
2.684440335 1 < 0.1%
 
2.697999865 1 < 0.1%
 
2.778819272 1 < 0.1%
 
2.839078464 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8.783442208 1 < 0.1%
 
8.725661587 1 < 0.1%
 
8.701961752 1 < 0.1%
 
8.69898961 1 < 0.1%
 
8.551488332 1 < 0.1%
 

lninc
Highly correlated

This variable is highly correlated with inccat and should be ignored for analysis

Correlation0.9487921563

lnlongmon
Numeric

Distinct count866
Unique (%)17.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.288779163
Minimum-0.1053605157
Maximum5.19212317
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum-0.1053605157
5-th percentile1.064710737
Q11.740466175
Median2.256541154
Q32.806386102
95-th percentile3.604341892
Maximum5.19212317
Range5.297483686
Interquartile range1.065919927

Descriptive statistics

Standard deviation0.7751778977
Coef of variation0.3386861914
Kurtosis-0.08563006282
Mean2.288779163
MAD0.6218329296
Skewness0.1735480315
Sum11443.89582
Variance0.6009007731
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-0.10536052 0.54512202 0.79969379 1.05601487 1.28783051 ... 3.32952194 3.66803858 4.00049155 4.44117434 5.19212317], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.435084525 31 0.6%
 
1.609437912 29 0.6%
 
2.066862759 28 0.6%
 
1.731655545 25 0.5%
 
2.014903021 25 0.5%
 
1.558144618 24 0.5%
 
1.373715579 24 0.5%
 
1.638996715 24 0.5%
 
1.599387577 24 0.5%
 
1.515127233 23 0.5%
 
Other values (856) 4743 94.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-0.1053605157 2 < 0.1%
 
-0.05129329439 1 < 0.1%
 
0 1 < 0.1%
 
0.04879016417 1 < 0.1%
 
0.0953101798 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5.19212317 1 < 0.1%
 
4.943069975 1 < 0.1%
 
4.86753445 1 < 0.1%
 
4.741011409 1 < 0.1%
 
4.734003058 1 < 0.1%
 

lnlongten
Highly correlated

This variable is highly correlated with lnlongmon and should be ignored for analysis

Correlation0.9217106724

lnothdebt
Numeric

Distinct count4973
Unique (%)99.5%
Missing (%)< 0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean0.6969152599
Minimum-4.092107067
Maximum4.952010983
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-4.092107067
5-th percentile-1.24348344
Q1-0.01898650935
Median0.7415372647
Q31.462053291
95-th percentile2.469586375
Maximum4.952010983
Range9.04411805
Interquartile range1.4810398

Descriptive statistics

Standard deviation1.128578241
Coef of variation1.619390916
Kurtosis0.3024173635
Mean0.6969152599
MAD0.8908609447
Skewness-0.2320881386
Sum3483.879384
Variance1.273688846
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1069081175 3 0.1%
 
0.320821834 2 < 0.1%
 
0.5865458955 2 < 0.1%
 
-1.706830258 2 < 0.1%
 
0.1972495774 2 < 0.1%
 
1.052275113 2 < 0.1%
 
-0.1026973982 2 < 0.1%
 
-0.8003093182 2 < 0.1%
 
0.6127394063 2 < 0.1%
 
-1.034601407 2 < 0.1%
 
Other values (4962) 4978 99.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-4.092107067 1 < 0.1%
 
-3.880718156 1 < 0.1%
 
-3.85328251 1 < 0.1%
 
-3.798426499 1 < 0.1%
 
-3.309074093 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4.952010983 1 < 0.1%
 
4.62799182 1 < 0.1%
 
4.203615921 1 < 0.1%
 
4.092846641 1 < 0.1%
 
4.083894146 1 < 0.1%
 

lntollmon
Numeric

Distinct count234
Unique (%)4.7%
Missing (%)52.4%
Missing (n)2622
Infinite (%)0.0%
Infinite (n)0
Mean3.243229787
Minimum2.079441542
Maximum4.622518824
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.079441542
5-th percentile2.583997552
Q12.970414466
Median3.228826156
Q33.518980417
95-th percentile3.926911618
Maximum4.622518824
Range2.543077283
Interquartile range0.5485659517

Descriptive statistics

Standard deviation0.4046585633
Coef of variation0.1247702413
Kurtosis-0.149906441
Mean3.243229787
MAD0.3246260478
Skewness0.1207847652
Sum7712.400435
Variance0.1637485528
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
3.124565145 33 0.7%
 
2.890371758 33 0.7%
 
3.17805383 32 0.6%
 
3.135494216 31 0.6%
 
3.091042453 30 0.6%
 
3.16758253 30 0.6%
 
2.995732274 29 0.6%
 
2.970414466 29 0.6%
 
2.944438979 29 0.6%
 
2.983153491 28 0.6%
 
Other values (223) 2074 41.5%
 
(Missing) 2622 52.4%
 

Minimum 5 values

ValueCountFrequency (%) 
2.079441542 1 < 0.1%
 
2.140066163 2 < 0.1%
 
2.1690537 2 < 0.1%
 
2.197224577 1 < 0.1%
 
2.251291799 4 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4.622518824 1 < 0.1%
 
4.59764192 1 < 0.1%
 
4.551241844 1 < 0.1%
 
4.454347296 1 < 0.1%
 
4.442651256 1 < 0.1%
 

lntollten
Highly correlated

This variable is highly correlated with lnlongten and should be ignored for analysis

Correlation0.9313928143

lnwiremon
Numeric

Distinct count746
Unique (%)14.9%
Missing (%)73.1%
Missing (n)3656
Infinite (%)0.0%
Infinite (n)0
Mean3.605000681
Minimum2.541601993
Maximum5.227089857
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.541601993
5-th percentile2.992964163
Q13.3304172
Median3.597996723
Q33.865193315
95-th percentile4.267281665
Maximum5.227089857
Range2.685487864
Interquartile range0.5347761156

Descriptive statistics

Standard deviation0.3901016527
Coef of variation0.1082112563
Kurtosis0.185025699
Mean3.605000681
MAD0.3099890958
Skewness0.2936358749
Sum4845.120915
Variance0.1521792994
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
3.535145354 9 0.2%
 
3.471966453 7 0.1%
 
3.3304172 7 0.1%
 
3.133317937 7 0.1%
 
3.671224519 6 0.1%
 
3.113515309 6 0.1%
 
3.32323584 5 0.1%
 
3.326832966 5 0.1%
 
3.568123253 5 0.1%
 
3.321432413 5 0.1%
 
Other values (735) 1282 25.6%
 
(Missing) 3656 73.1%
 

Minimum 5 values

ValueCountFrequency (%) 
2.541601993 1 < 0.1%
 
2.63905733 1 < 0.1%
 
2.677590994 1 < 0.1%
 
2.687847494 2 < 0.1%
 
2.694627181 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5.227089857 1 < 0.1%
 
5.106854152 1 < 0.1%
 
4.901192383 1 < 0.1%
 
4.873287103 1 < 0.1%
 
4.779963476 1 < 0.1%
 

lnwireten
Highly correlated

This variable is highly correlated with lntollten and should be ignored for analysis

Correlation0.9469067536

longmon
Numeric

Distinct count866
Unique (%)17.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean13.47145
Minimum0.9
Maximum179.85
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.9
5-th percentile2.9
Q15.7
Median9.55
Q316.55
95-th percentile36.7575
Maximum179.85
Range178.95
Interquartile range10.85

Descriptive statistics

Standard deviation12.77338116
Coef of variation0.9481816107
Kurtosis18.50338971
Mean13.47145
MAD8.40494282
Skewness3.271922723
Sum67357.25
Variance163.1592663
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0.9 1.725 2.875 8.925 11.225 ... 39.175 54.625 78.925 114.15 179.85 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4.2 31 0.6%
 
5 29 0.6%
 
7.9 28 0.6%
 
5.65 25 0.5%
 
7.5 25 0.5%
 
5.15 24 0.5%
 
4.75 24 0.5%
 
3.95 24 0.5%
 
4.95 24 0.5%
 
4.3 23 0.5%
 
Other values (856) 4743 94.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0.9 2 < 0.1%
 
0.95 1 < 0.1%
 
1 1 < 0.1%
 
1.05 1 < 0.1%
 
1.1 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
179.85 1 < 0.1%
 
140.2 1 < 0.1%
 
130 1 < 0.1%
 
114.55 1 < 0.1%
 
113.75 1 < 0.1%
 

longten
Highly correlated

This variable is highly correlated with longmon and should be ignored for analysis

Correlation0.9856982538

marital
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2599
1
2401
ValueCountFrequency (%) 
0 2599 52.0%
 
1 2401 48.0%
 

multline
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2558
1
2442
ValueCountFrequency (%) 
0 2558 51.2%
 
1 2442 48.8%
 

news
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2637
1
2363
ValueCountFrequency (%) 
0 2637 52.7%
 
1 2363 47.3%
 

othdebt
Numeric

Distinct count4973
Unique (%)99.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.654460154
Minimum0
Maximum141.45915
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.2876923
Q10.9803015
Median2.09854
Q34.31478
95-th percentile11.8159808
Maximum141.45915
Range141.45915
Interquartile range3.3344785

Descriptive statistics

Standard deviation5.395171563
Coef of variation1.476325185
Kurtosis125.1452338
Mean3.654460154
MAD2.972029644
Skewness7.589924316
Sum18272.30077
Variance29.10787619
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 7.60125000e-02 1.75221000e-01 1.38867750e+00 1.85111200e+00 ... 1.71072630e+01 2.45548980e+01 3.69997685e+01 6.34190460e+01 1.41459150e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.112832 3 0.1%
 
4.6926 2 < 0.1%
 
4.45536 2 < 0.1%
 
1.218048 2 < 0.1%
 
1.131624 2 < 0.1%
 
0.18144 2 < 0.1%
 
0.531696 2 < 0.1%
 
2.86416 2 < 0.1%
 
0.355368 2 < 0.1%
 
2.280096 2 < 0.1%
 
Other values (4963) 4979 99.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.016704 1 < 0.1%
 
0.020636 1 < 0.1%
 
0.02121 1 < 0.1%
 
0.022406 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
141.45915 1 < 0.1%
 
102.308404 1 < 0.1%
 
66.9279 1 < 0.1%
 
59.910192 1 < 0.1%
 
59.37624 1 < 0.1%
 

owncd
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
4664
0
 
336
ValueCountFrequency (%) 
1 4664 93.3%
 
0 336 6.7%
 

owndvd
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
4568
0
 
432
ValueCountFrequency (%) 
1 4568 91.4%
 
0 432 8.6%
 

ownfax
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4106
1
894
ValueCountFrequency (%) 
0 4106 82.1%
 
1 894 17.9%
 

owngame
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2626
1
2374
ValueCountFrequency (%) 
0 2626 52.5%
 
1 2374 47.5%
 

ownipod
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2604
1
2396
ValueCountFrequency (%) 
0 2604 52.1%
 
1 2396 47.9%
 

ownpc
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
3164
0
1836
ValueCountFrequency (%) 
1 3164 63.3%
 
0 1836 36.7%
 

ownpda
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3995
1
1005
ValueCountFrequency (%) 
0 3995 79.9%
 
1 1005 20.1%
 

owntv
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
4915
0
 
85
ValueCountFrequency (%) 
1 4915 98.3%
 
0 85 1.7%
 

ownvcr
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
4578
0
 
422
ValueCountFrequency (%) 
1 4578 91.6%
 
0 422 8.4%
 

pager
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3782
1
1218
ValueCountFrequency (%) 
0 3782 75.6%
 
1 1218 24.4%
 

pets
Numeric

Distinct count20
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.0674
Minimum0
Maximum21
Zeros (%)30.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median2
Q35
95-th percentile10
Maximum21
Range21
Interquartile range5

Descriptive statistics

Standard deviation3.414496888
Coef of variation1.113156709
Kurtosis0.895993109
Mean3.0674
MAD2.78138616
Skewness1.193780026
Sum15337
Variance11.658789
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=20)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 10.5 12.5 13.5 17. 21. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1529 30.6%
 
1 780 15.6%
 
2 586 11.7%
 
3 376 7.5%
 
5 298 6.0%
 
4 284 5.7%
 
6 256 5.1%
 
7 246 4.9%
 
8 178 3.6%
 
9 170 3.4%
 
Other values (10) 297 5.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1529 30.6%
 
1 780 15.6%
 
2 586 11.7%
 
3 376 7.5%
 
4 284 5.7%
 

Maximum 5 values

ValueCountFrequency (%) 
21 1 < 0.1%
 
19 3 0.1%
 
18 1 < 0.1%
 
16 9 0.2%
 
15 10 0.2%
 

pets_birds
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1104
Minimum0
Maximum5
Zeros (%)94.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum5
Range5
Interquartile range0

Descriptive statistics

Standard deviation0.4942273689
Coef of variation4.476697182
Kurtosis29.8226173
Mean0.1104
MAD0.20746368
Skewness5.246435978
Sum552
Variance0.2442606921
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0 4698 94.0%
 
1 144 2.9%
 
2 88 1.8%
 
3 49 1.0%
 
4 20 0.4%
 
5 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4698 94.0%
 
1 144 2.9%
 
2 88 1.8%
 
3 49 1.0%
 
4 20 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
4 20 0.4%
 
3 49 1.0%
 
2 88 1.8%
 
1 144 2.9%
 

pets_cats
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.5004
Minimum0
Maximum6
Zeros (%)68.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum6
Range6
Interquartile range1

Descriptive statistics

Standard deviation0.8607833813
Coef of variation1.72019061
Kurtosis3.505584293
Mean0.5004
MAD0.68314608
Skewness1.880430439
Sum2502
Variance0.7409480296
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3413 68.3%
 
1 923 18.5%
 
2 463 9.3%
 
3 160 3.2%
 
4 34 0.7%
 
5 5 0.1%
 
6 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3413 68.3%
 
1 923 18.5%
 
2 463 9.3%
 
3 160 3.2%
 
4 34 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
6 2 < 0.1%
 
5 5 0.1%
 
4 34 0.7%
 
3 160 3.2%
 
2 463 9.3%
 

pets_dogs
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.3924
Minimum0
Maximum7
Zeros (%)75.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum7
Range7
Interquartile range0

Descriptive statistics

Standard deviation0.7960835319
Coef of variation2.028755178
Kurtosis5.87836191
Mean0.3924
MAD0.59048352
Skewness2.330117657
Sum1962
Variance0.6337489898
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3762 75.2%
 
1 720 14.4%
 
2 360 7.2%
 
3 117 2.3%
 
4 36 0.7%
 
5 4 0.1%
 
7 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3762 75.2%
 
1 720 14.4%
 
2 360 7.2%
 
3 117 2.3%
 
4 36 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
7 1 < 0.1%
 
5 4 0.1%
 
4 36 0.7%
 
3 117 2.3%
 
2 360 7.2%
 

pets_freshfish
Numeric

Distinct count17
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.8474
Minimum0
Maximum16
Zeros (%)69.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q34
95-th percentile8
Maximum16
Range16
Interquartile range4

Descriptive statistics

Standard deviation3.074801477
Coef of variation1.664394001
Kurtosis1.034373422
Mean1.8474
MAD2.56404184
Skewness1.45517328
Sum9237
Variance9.454404121
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=17)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 7.5 9.5 11.5 12.5 16. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3462 69.2%
 
5 261 5.2%
 
6 251 5.0%
 
7 229 4.6%
 
4 222 4.4%
 
8 134 2.7%
 
3 130 2.6%
 
9 110 2.2%
 
2 63 1.3%
 
10 54 1.1%
 
Other values (7) 84 1.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3462 69.2%
 
1 17 0.3%
 
2 63 1.3%
 
3 130 2.6%
 
4 222 4.4%
 

Maximum 5 values

ValueCountFrequency (%) 
16 1 < 0.1%
 
15 5 0.1%
 
14 4 0.1%
 
13 4 0.1%
 
12 18 0.4%
 

pets_reptiles
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.0556
Minimum0
Maximum6
Zeros (%)96.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range0

Descriptive statistics

Standard deviation0.325775791
Coef of variation5.859276816
Kurtosis72.82864835
Mean0.0556
MAD0.10715232
Skewness7.586118061
Sum278
Variance0.106129866
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4818 96.4%
 
1 114 2.3%
 
2 46 0.9%
 
3 19 0.4%
 
6 1 < 0.1%
 
5 1 < 0.1%
 
4 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4818 96.4%
 
1 114 2.3%
 
2 46 0.9%
 
3 19 0.4%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6 1 < 0.1%
 
5 1 < 0.1%
 
4 1 < 0.1%
 
3 19 0.4%
 
2 46 0.9%
 

pets_saltfish
Numeric

Distinct count9
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.0466
Minimum0
Maximum8
Zeros (%)98.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum8
Range8
Interquartile range0

Descriptive statistics

Standard deviation0.4695450293
Coef of variation10.07607359
Kurtosis133.344304
Mean0.0466
MAD0.09211888
Skewness11.19356771
Sum233
Variance0.2204725345
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[0. 0.5 6.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4942 98.8%
 
3 11 0.2%
 
6 11 0.2%
 
2 11 0.2%
 
4 10 0.2%
 
5 8 0.2%
 
7 3 0.1%
 
1 3 0.1%
 
8 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4942 98.8%
 
1 3 0.1%
 
2 11 0.2%
 
3 11 0.2%
 
4 10 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
8 1 < 0.1%
 
7 3 0.1%
 
6 11 0.2%
 
5 8 0.2%
 
4 10 0.2%
 

pets_small
Numeric

Distinct count8
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1146
Minimum0
Maximum7
Zeros (%)95.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum7
Range7
Interquartile range0

Descriptive statistics

Standard deviation0.5687983354
Coef of variation4.96333626
Kurtosis39.15415145
Mean0.1146
MAD0.21769416
Skewness5.908675747
Sum573
Variance0.3235315463
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=8)
Histogram
Histogram with variable size bins (bins=[0. 0.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4749 95.0%
 
2 83 1.7%
 
1 78 1.6%
 
3 50 1.0%
 
4 26 0.5%
 
5 10 0.2%
 
6 3 0.1%
 
7 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4749 95.0%
 
1 78 1.6%
 
2 83 1.7%
 
3 50 1.0%
 
4 26 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
7 1 < 0.1%
 
6 3 0.1%
 
5 10 0.2%
 
4 26 0.5%
 
3 50 1.0%
 

polcontrib
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3808
1
1192
ValueCountFrequency (%) 
0 3808 76.2%
 
1 1192 23.8%
 

polparty
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3093
1
1907
ValueCountFrequency (%) 
0 3093 61.9%
 
1 1907 38.1%
 

polview
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.0886
Minimum1
Maximum7
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile2
Q13
Median4
Q35
95-th percentile6
Maximum7
Range6
Interquartile range2

Descriptive statistics

Standard deviation1.387059778
Coef of variation0.3392505449
Kurtosis-0.5311967079
Mean4.0886
MAD1.07022832
Skewness-0.1983400055
Sum20443
Variance1.923934827
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 6.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 1733 34.7%
 
5 893 17.9%
 
6 843 16.9%
 
3 659 13.2%
 
2 623 12.5%
 
1 163 3.3%
 
7 86 1.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1 163 3.3%
 
2 623 12.5%
 
3 659 13.2%
 
4 1733 34.7%
 
5 893 17.9%
 

Maximum 5 values

ValueCountFrequency (%) 
7 86 1.7%
 
6 843 16.9%
 
5 893 17.9%
 
4 1733 34.7%
 
3 659 13.2%
 

reason
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.6368
Minimum1
Maximum9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q19
Median9
Q39
95-th percentile9
Maximum9
Range8
Interquartile range0

Descriptive statistics

Standard deviation2.8500018
Coef of variation0.3731931962
Kurtosis0.8480470924
Mean7.6368
MAD2.20947456
Skewness-1.658556525
Sum38184
Variance8.122510262
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
9 4052 81.0%
 
1 447 8.9%
 
2 339 6.8%
 
4 105 2.1%
 
3 57 1.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 447 8.9%
 
2 339 6.8%
 
3 57 1.1%
 
4 105 2.1%
 
9 4052 81.0%
 

Maximum 5 values

ValueCountFrequency (%) 
9 4052 81.0%
 
4 105 2.1%
 
3 57 1.1%
 
2 339 6.8%
 
1 447 8.9%
 

region
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.0014
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.421760289
Coef of variation0.4736990369
Kurtosis-1.308981878
Mean3.0014
MAD1.20688392
Skewness0.005052460523
Sum15007
Variance2.02140232
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 1027 20.5%
 
1 1009 20.2%
 
3 1003 20.1%
 
2 995 19.9%
 
4 966 19.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1009 20.2%
 
2 995 19.9%
 
3 1003 20.1%
 
4 966 19.3%
 
5 1027 20.5%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1027 20.5%
 
4 966 19.3%
 
3 1003 20.1%
 
2 995 19.9%
 
1 1009 20.2%
 

reside
Numeric

Distinct count9
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.204
Minimum1
Maximum9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q33
95-th percentile5
Maximum9
Range8
Interquartile range2

Descriptive statistics

Standard deviation1.393977272
Coef of variation0.6324760762
Kurtosis1.007473573
Mean2.204
MAD1.0997632
Skewness1.228809422
Sum11020
Variance1.943172635
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 288 5.8%
 
6 99 2.0%
 
7 29 0.6%
 
8 7 0.1%
 
9 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 288 5.8%
 

Maximum 5 values

ValueCountFrequency (%) 
9 2 < 0.1%
 
8 7 0.1%
 
7 29 0.6%
 
6 99 2.0%
 
5 288 5.8%
 

response_01
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4582
1
 
418
ValueCountFrequency (%) 
0 4582 91.6%
 
1 418 8.4%
 

response_02
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4351
1
 
649
ValueCountFrequency (%) 
0 4351 87.0%
 
1 649 13.0%
 

response_03
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4487
1
 
513
ValueCountFrequency (%) 
0 4487 89.7%
 
1 513 10.3%
 

retire
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4262
1
 
738
ValueCountFrequency (%) 
0 4262 85.2%
 
1 738 14.8%
 

spoused
Highly correlated

This variable is highly correlated with marital and should be ignored for analysis

Correlation0.9557686636

spousedcat
Highly correlated

This variable is highly correlated with spoused and should be ignored for analysis

Correlation0.9840285958

telecommute
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4060
1
940
ValueCountFrequency (%) 
0 4060 81.2%
 
1 940 18.8%
 

tenure
Highly correlated

This variable is highly correlated with lnlongten and should be ignored for analysis

Correlation0.9268535788

tollfree
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2622
1
2378
ValueCountFrequency (%) 
0 2622 52.4%
 
1 2378 47.6%
 

tollmon
Highly correlated

This variable is highly correlated with lntollmon and should be ignored for analysis

Correlation0.937831384

tollten
Numeric

Distinct count2323
Unique (%)46.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean577.83251
Minimum0
Maximum6923.45
Zeros (%)52.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3885.45
95-th percentile2620.2125
Maximum6923.45
Range6923.45
Interquartile range885.45

Descriptive statistics

Standard deviation949.1515863
Coef of variation1.642606759
Kurtosis4.879251859
Mean577.83251
MAD712.0215488
Skewness2.089870155
Sum2889162.55
Variance900888.7338
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 4.375000e+00 9.375000e+00 1.812500e+01 3.787500e+02 ... 2.655075e+03 3.450125e+03 4.274575e+03 5.604325e+03 6.923450e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2622 52.4%
 
16.75 3 0.1%
 
1480.5 3 0.1%
 
10 3 0.1%
 
68.65 2 < 0.1%
 
423.2 2 < 0.1%
 
478.95 2 < 0.1%
 
17.75 2 < 0.1%
 
1325.8 2 < 0.1%
 
481.5 2 < 0.1%
 
Other values (2313) 2357 47.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2622 52.4%
 
8.75 1 < 0.1%
 
10 3 0.1%
 
10.5 1 < 0.1%
 
10.75 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6923.45 1 < 0.1%
 
6843 1 < 0.1%
 
6763.8 1 < 0.1%
 
6196.5 1 < 0.1%
 
5646.45 1 < 0.1%
 

townsize
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)< 0.1%
Missing (n)2
Infinite (%)0.0%
Infinite (n)0
Mean2.68727491
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range3

Descriptive statistics

Standard deviation1.425924996
Coef of variation0.5306211846
Kurtosis-1.262774145
Mean2.68727491
MAD1.257779462
Skewness0.2766152794
Sum13431
Variance2.033262094
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
1 1436 28.7%
 
2 1048 21.0%
 
3 907 18.1%
 
4 857 17.1%
 
5 750 15.0%
 
(Missing) 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1436 28.7%
 
2 1048 21.0%
 
3 907 18.1%
 
4 857 17.1%
 
5 750 15.0%
 

Maximum 5 values

ValueCountFrequency (%) 
5 750 15.0%
 
4 857 17.1%
 
3 907 18.1%
 
2 1048 21.0%
 
1 1436 28.7%
 

union
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4244
1
 
756
ValueCountFrequency (%) 
0 4244 84.9%
 
1 756 15.1%
 

voice
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3485
1
1515
ValueCountFrequency (%) 
0 3485 69.7%
 
1 1515 30.3%
 

vote
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
2590
0
2410
ValueCountFrequency (%) 
1 2590 51.8%
 
0 2410 48.2%
 

wireless
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3656
1
1344
ValueCountFrequency (%) 
0 3656 73.1%
 
1 1344 26.9%
 

wiremon
Highly correlated

This variable is highly correlated with lnwiremon and should be ignored for analysis

Correlation0.9538916564

wireten
Numeric

Distinct count1328
Unique (%)26.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean421.98461
Minimum0
Maximum12858.65
Zeros (%)73.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q389.9625
95-th percentile2687.9225
Maximum12858.65
Range12858.65
Interquartile range89.9625

Descriptive statistics

Standard deviation1001.003287
Coef of variation2.372132213
Kurtosis15.46436407
Mean421.98461
MAD646.8184915
Skewness3.30420317
Sum2109923.05
Variance1002007.58
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 6.350000e+00 1.544000e+02 7.868000e+02 2.476950e+03 3.141400e+03 3.875850e+03 5.612075e+03 7.093050e+03 1.285865e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3656 73.1%
 
2182.05 2 < 0.1%
 
2386.25 2 < 0.1%
 
2323.8 2 < 0.1%
 
1062.75 2 < 0.1%
 
2049.85 2 < 0.1%
 
1199.2 2 < 0.1%
 
183.1 2 < 0.1%
 
20.9 2 < 0.1%
 
1073.95 2 < 0.1%
 
Other values (1318) 1326 26.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3656 73.1%
 
12.7 1 < 0.1%
 
14.55 1 < 0.1%
 
14.6 1 < 0.1%
 
14.9 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
12858.65 1 < 0.1%
 
9851.15 1 < 0.1%
 
9039.8 1 < 0.1%
 
8675.05 1 < 0.1%
 
7217.1 1 < 0.1%
 

Correlations

Missing values

Sample

First rows

activeaddressaddresscatageagecatbfastbirthmonthcallcardcallidcallwaitcarboughtcarbuycarcatvaluecardcard2card2benefitcard2feecard2spentcard2tenurecard2tenurecatcard2typecardbenefitcardfeecardmoncardspentcardtencardtenurecardtenurecatcardtypecarowncarscartypecarvaluechurncommutecommutebikecommutebuscommutecarcommutecarpoolcommutecatcommutemotorcyclecommutenonmotorcommutepubliccommuterailcommutetimecommutewalkconfercreddebtcustiddebtincdefaultebillededcatempcatemployequipequipmonequiptenforwardgenderhomeownhometypehourstvinccatincomeinternetjobcatjobsatlncardmonlncardtenlncreddebtlnequipmonlnequiptenlninclnlongmonlnlongtenlnothdebtlntollmonlntolltenlnwiremonlnwiretenlongmonlongtenmaritalmultlinenewsothdebtowncdowndvdownfaxowngameownipodownpcownpdaowntvownvcrpagerpetspets_birdspets_catspets_dogspets_freshfishpets_reptilespets_saltfishpets_smallpolcontribpolpartypolviewreasonregionresideresponse_01response_02response_03retirespousedspousedcattelecommutetenuretollfreetollmontolltentownsizeunionvoicevotewirelesswiremonwireten
00012023September101001351067.803231014.2581.6660.022112014.31800014100022.0111.2009093964-QJWTRG-NPN11.11015310129.50126.101102132310112.6567574.0943450.1830793.3843904.8370753.4339871.8718023.5380570.8065163.3672965.081715NaNNaN6.5034.400102.2400910101100111000000000169130100-1-105129.00161.052.011100.000.00
11212221May110001243034.944211016.0042.60610.04241216.80111101010029.0001.2220200648-AIPJSP-UVM18.61117410154.851975.001013181154212.7725896.4134590.2005054.0046027.5883242.7080502.1860515.8009090.449788NaNNaN3.8210047.4286608.90330.600111.5679801111111111600060000149520000-1-113900.000.005.0010145.651683.55
203056763June1000112430175.7525514023.00184.221410.0355113118.80401113000124.0000.9286205195-TLUDJE-HVO9.90014251600.000.000111212350243.1354947.251345-0.074056NaNNaN3.5553483.3463897.5274440.930738NaNNaNNaNNaN28.401858.351112.536380110000011030210000015233000013206500.000.004.000000.000.00
31322321May100011234018.425224021.00340.99685.05211318.70100101000038.0000.0228004459-VLPQUH-3OL5.7111631000.000.000013261202223.0445226.529419-3.780995NaNNaN2.9957321.7917595.2955640.110826NaNNaNNaNNaN6.00199.451111.117200110111011000000000003945100018403600.000.003.000000.000.00
41322633July1110114120252.739331017.25255.10360.083201110.60600003001032.0110.2146598158-SMTQFB-CNO1.7001631100.000.001002271233212.8478125.886104-1.538705NaNNaN3.1354941.1151424.305416-1.7353362.8033605.9602322.9470676.0181063.0574.101000.1763411101010110000000000049240100132021116.50387.702.0010119.05410.80
503156453August111-10-123210.009331128.25228.27765.01854-10-1-1.00800004000123.0111.0605849662-FUSYIM-1IV5.600174522135.50970.9510112141070323.3410936.6398760.0588203.5695336.8782754.6728292.0918645.5793521.5956263.2865346.588376NaNNaN8.10264.900004.93141611000011111101170020049410100-1-1028126.75726.604.000000.000.00
602145252July0001025240130.14223110.00822.320.032312025.60411103000032.0100.5018097432-QKQFJJ-K721.90014231000.000.00110319477112NaNNaN-0.689536NaNNaN4.3438051.3350013.802208-0.039582NaNNaNNaNNaN3.8044.800000.9611911100110110200200000049210000-1-101500.000.005.000000.000.00
702044443October1110131340712.1020514014.50592.70630.0255111055.50500003000131.0015.9503688959-RZWRHU-ST814.40016341100.000.001113134970152.6741496.4457201.783453NaNNaN4.5747112.6980006.4178752.0816433.1780547.012476NaNNaN14.85612.701118.01763211000001101000280000062320000153046124.001110.404.000100.000.00
812146663October1000013230141.2417542015.50326.59830.026541118.60401103100125.0000.1023369124-DZALHM-S6I2.60012241500.000.000111251160122.7408406.721426-2.279494NaNNaN2.7725893.0469016.979471-1.159433NaNNaNNaNNaN21.051074.350100.3136641100000110101000001139211001-1-105300.000.003.000100.000.00
911944743July0001035210111.17222100.00199.640.022414041.01100101100029.0001.7702163512-MUWBGY-52X4.10011151900.000.00001121484064NaNNaN0.571102NaNNaN4.4308171.2947272.9982290.515087NaNNaNNaNNaN3.6520.050001.6737841100000110101000001139220000-1-10300.000.002.000100.000.00

Last rows

activeaddressaddresscatageagecatbfastbirthmonthcallcardcallidcallwaitcarboughtcarbuycarcatvaluecardcard2card2benefitcard2feecard2spentcard2tenurecard2tenurecatcard2typecardbenefitcardfeecardmoncardspentcardtencardtenurecardtenurecatcardtypecarowncarscartypecarvaluechurncommutecommutebikecommutebuscommutecarcommutecarpoolcommutecatcommutemotorcyclecommutenonmotorcommutepubliccommuterailcommutetimecommutewalkconfercreddebtcustiddebtincdefaultebillededcatempcatemployequipequipmonequiptenforwardgenderhomeownhometypehourstvinccatincomeinternetjobcatjobsatlncardmonlncardtenlncreddebtlnequipmonlnequiptenlninclnlongmonlnlongtenlnothdebtlntollmonlntolltenlnwiremonlnwiretenlongmonlongtenmaritalmultlinenewsothdebtowncdowndvdownfaxowngameownipodownpcownpdaowntvownvcrpagerpetspets_birdspets_catspets_dogspets_freshfishpets_reptilespets_saltfishpets_smallpolcontribpolpartypolviewreasonregionresideresponse_01response_02response_03retirespousedspousedcattelecommutetenuretollfreetollmontolltentownsizeunionvoicevotewirelesswiremonwireten
49900622633September1111031210146.521141017.25440.75195.032315147.10100101000131.0112.0858043192-STGTEL-D149.31121510139.15374.801113224891512.8478125.2730000.7351543.6674005.9263934.4886361.5368673.7037681.8231283.1780545.6129463.5751515.8742284.6540.600106.1911961111111111700250000049310000-1-1011124.00273.953.0110135.7355.75
499102545953November010012342026.141034100.00285.670.0124111032.01801014000019.0103.6103506841-FBQILD-2CH14.20118439141.201402.20111125475321NaNNaN1.2838053.7184387.2457984.3174881.8640805.2862451.951558NaNNaN3.5380577.0392666.45197.601107.039650111111011110010000005922000019403500.000.002.0011134.41140.55
49920835553December111-10-11440244.8819531025.00888.831280.02052-10-1-1.00501003001137.0010.1149056309-HRNBPZ-5650.50015331000.000.001113152490233.2188767.154615-2.163650NaNNaN3.8918201.9740815.921712-2.0394903.6309857.629951NaNNaN7.20373.050000.1300951111010111000000000059410010-1-1052137.752058.954.001000.00.00
499312245653April0111024110114.511143200.00227.250.0195413031.90100101000125.0110.2205008563-YGTRBK-25I2.1001842200.000.00001119360024NaNNaN-1.511858NaNNaN4.0943452.6532426.6019770.0387403.1986737.075555NaNNaN14.20736.551001.0395001111010110202000000039320100174048124.501182.703.000100.00.00
49941523541April01000232417.14323400.00430.800.032311131.90100111000024.0003.2520271973-VJDGJA-TQ611.3101531100.000.00110123353022NaNNaN1.179278NaNNaN3.9702920.6151862.4638531.006853NaNNaNNaNNaN1.8511.750002.7369731101000110100100001044320000-1-11700.000.001.000100.00.00
499502446862January1000031340553.5628533021.75872.111565.0355311064.50500003000121.0007.9340803675-GZFGOT-QJN8.00010152400.000.0000111951960113.0796147.3556412.071167NaNNaN5.2781153.5292977.7856792.047166NaNNaNNaNNaN34.102405.900017.7459201100000110404000001049210000-1-106900.000.002.000100.00.00
499611235151May1111133520155.5413414026.25210.81800.0154412140.00401103001026.0013.3366004699-LEPCCE-3UD15.0101423600.000.001011144830153.2676666.6846121.204952NaNNaN4.4188412.3418065.6664272.2097463.5973127.0537593.3286276.62982510.40289.000009.1134001100000110100010000049310000-1-1030136.501157.203.0000127.9757.35
499704857563August1111031240643.6729541015.25884.081070.0405313053.60101111000032.0113.5575208485-LLUICH-CVV10.80017452400.000.0010131641080132.7245806.9754141.269064NaNNaN4.6821313.3809957.6540882.0926643.7841908.108473NaNNaN29.402109.250118.1064801100001110000000000049410000-1-1072144.003322.505.000000.00.00
499801644743December1001133410371.601543109.50381.35345.0225112196.00100101000112.0005.0213529325-URAAUT-7FA10.81119423129.551032.8500112451893242.2512925.8435441.6136993.3860846.9400775.2417472.0731725.6443862.733760NaNNaNNaNNaN7.95282.7011115.390648110111011000000000112914000015303700.000.001.000000.00.00
499911534143May1000133430138.148313011.50269.72260.0165312049.31401103000132.0102.2676508027-EXDZBF-OGR6.20010152000.000.000111194770542.4423475.5606820.818744NaNNaN4.3438052.0856725.2844720.918828NaNNaNNaNNaN8.05197.251002.506350110000011090005004112932000012202500.000.005.000100.00.00